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appp.py
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| 1 |
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import os, sys
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| 2 |
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import tempfile
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| 3 |
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import gradio as gr
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| 4 |
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from src.gradio_demo import SadTalker
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# from src.utils.text2speech import TTSTalker
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from huggingface_hub import snapshot_download
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def get_source_image(image):
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return image
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try:
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import webui # in webui
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in_webui = True
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except:
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in_webui = False
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def toggle_audio_file(choice):
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| 19 |
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if choice == False:
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return gr.update(visible=True), gr.update(visible=False)
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else:
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return gr.update(visible=False), gr.update(visible=True)
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def ref_video_fn(path_of_ref_video):
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if path_of_ref_video is not None:
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return gr.update(value=True)
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else:
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return gr.update(value=False)
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def download_model():
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REPO_ID = 'vinthony/SadTalker-V002rc'
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snapshot_download(repo_id=REPO_ID, local_dir='./checkpoints', local_dir_use_symlinks=True)
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def sadtalker_demo():
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download_model()
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sad_talker = SadTalker(lazy_load=True)
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# tts_talker = TTSTalker()
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with gr.Blocks(analytics_enabled=False) as sadtalker_interface:
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gr.Markdown("<div align='center'> <h2> 😭 SadTalker: Learning Realistic 3D Motion Coefficients for Stylized Audio-Driven Single Image Talking Face Animation (CVPR 2023) </span> </h2> \
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<a style='font-size:18px;color: #efefef' href='https://arxiv.org/abs/2211.12194'>Arxiv</a> \
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<a style='font-size:18px;color: #efefef' href='https://sadtalker.github.io'>Homepage</a> \
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<a style='font-size:18px;color: #efefef' href='https://github.com/Winfredy/SadTalker'> Github </div>")
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gr.Markdown("""
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| 49 |
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<b>You may duplicate the space and upgrade to GPU in settings for better performance and faster inference without waiting in the queue. <a style='display:inline-block' href="https://huggingface.co/spaces/vinthony/SadTalker?duplicate=true"><img src="https://bit.ly/3gLdBN6" alt="Duplicate Space"></a></b> \
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| 50 |
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<br/><b>Alternatively, try our GitHub <a href=https://github.com/Winfredy/SadTalker> code </a> on your own GPU. </b> <a style='display:inline-block' href="https://github.com/Winfredy/SadTalker"><img src="https://img.shields.io/github/stars/Winfredy/SadTalker?style=social"/></a> \
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""")
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with gr.Row().style(equal_height=False):
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with gr.Column(variant='panel'):
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| 55 |
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with gr.Tabs(elem_id="sadtalker_source_image"):
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with gr.TabItem('Source image'):
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with gr.Row():
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source_image = gr.Image(label="Source image", source="upload", type="filepath", elem_id="img2img_image").style(width=512)
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with gr.Tabs(elem_id="sadtalker_driven_audio"):
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with gr.TabItem('Driving Methods'):
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gr.Markdown("Possible driving combinations: <br> 1. Audio only 2. Audio/IDLE Mode + Ref Video(pose, blink, pose+blink) 3. IDLE Mode only 4. Ref Video only (all) ")
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with gr.Row():
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driven_audio = gr.Audio(label="Input audio", source="upload", type="filepath")
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driven_audio_no = gr.Audio(label="Use IDLE mode, no audio is required", source="upload", type="filepath", visible=False)
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with gr.Column():
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use_idle_mode = gr.Checkbox(label="Use Idle Animation")
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| 71 |
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length_of_audio = gr.Number(value=5, label="The length(seconds) of the generated video.")
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| 72 |
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use_idle_mode.change(toggle_audio_file, inputs=use_idle_mode, outputs=[driven_audio, driven_audio_no]) # todo
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| 73 |
+
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| 74 |
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with gr.Row():
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| 75 |
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ref_video = gr.Video(label="Reference Video", source="upload", type="filepath", elem_id="vidref").style(width=512)
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| 76 |
+
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| 77 |
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with gr.Column():
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| 78 |
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use_ref_video = gr.Checkbox(label="Use Reference Video")
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ref_info = gr.Radio(['pose', 'blink','pose+blink', 'all'], value='pose', label='Reference Video',info="How to borrow from reference Video?((fully transfer, aka, video driving mode))")
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| 80 |
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| 81 |
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ref_video.change(ref_video_fn, inputs=ref_video, outputs=[use_ref_video]) # todo
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| 82 |
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| 83 |
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| 84 |
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with gr.Column(variant='panel'):
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| 85 |
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with gr.Tabs(elem_id="sadtalker_checkbox"):
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| 86 |
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with gr.TabItem('Settings'):
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| 87 |
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gr.Markdown("need help? please visit our [[best practice page](https://github.com/OpenTalker/SadTalker/blob/main/docs/best_practice.md)] for more detials")
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with gr.Column(variant='panel'):
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| 89 |
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# width = gr.Slider(minimum=64, elem_id="img2img_width", maximum=2048, step=8, label="Manually Crop Width", value=512) # img2img_width
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| 90 |
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# height = gr.Slider(minimum=64, elem_id="img2img_height", maximum=2048, step=8, label="Manually Crop Height", value=512) # img2img_width
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| 91 |
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with gr.Row():
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| 92 |
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pose_style = gr.Slider(minimum=0, maximum=45, step=1, label="Pose style", value=0) #
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| 93 |
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exp_weight = gr.Slider(minimum=0, maximum=3, step=0.1, label="expression scale", value=1) #
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| 94 |
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blink_every = gr.Checkbox(label="use eye blink", value=True)
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| 95 |
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| 96 |
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with gr.Row():
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| 97 |
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size_of_image = gr.Radio([256, 512], value=256, label='face model resolution', info="use 256/512 model?") #
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| 98 |
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preprocess_type = gr.Radio(['crop', 'resize','full', 'extcrop', 'extfull'], value='crop', label='preprocess', info="How to handle input image?")
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| 99 |
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| 100 |
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with gr.Row():
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| 101 |
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is_still_mode = gr.Checkbox(label="Still Mode (fewer head motion, works with preprocess `full`)")
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| 102 |
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facerender = gr.Radio(['facevid2vid','pirender'], value='facevid2vid', label='facerender', info="which face render?")
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| 103 |
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| 104 |
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with gr.Row():
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| 105 |
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batch_size = gr.Slider(label="batch size in generation", step=1, maximum=10, value=1)
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| 106 |
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enhancer = gr.Checkbox(label="GFPGAN as Face enhancer")
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| 107 |
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| 108 |
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submit = gr.Button('Generate', elem_id="sadtalker_generate", variant='primary')
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| 109 |
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| 110 |
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with gr.Tabs(elem_id="sadtalker_genearted"):
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| 111 |
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gen_video = gr.Video(label="Generated video", format="mp4").style(width=256)
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| 112 |
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| 113 |
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| 114 |
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| 115 |
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submit.click(
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| 116 |
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fn=sad_talker.test,
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| 117 |
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inputs=[source_image,
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| 118 |
+
driven_audio,
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| 119 |
+
preprocess_type,
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| 120 |
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is_still_mode,
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| 121 |
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enhancer,
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| 122 |
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batch_size,
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| 123 |
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size_of_image,
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| 124 |
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pose_style,
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| 125 |
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facerender,
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| 126 |
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exp_weight,
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| 127 |
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use_ref_video,
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| 128 |
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ref_video,
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| 129 |
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ref_info,
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| 130 |
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use_idle_mode,
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| 131 |
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length_of_audio,
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| 132 |
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blink_every
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| 133 |
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],
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| 134 |
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outputs=[gen_video]
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| 135 |
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)
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| 136 |
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| 137 |
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with gr.Row():
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| 138 |
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examples = [
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| 139 |
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[
|
| 140 |
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'examples/source_image/full_body_1.png',
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| 141 |
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'examples/driven_audio/bus_chinese.wav',
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| 142 |
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'crop',
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| 143 |
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True,
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| 144 |
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False
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| 145 |
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],
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| 146 |
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[
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| 147 |
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'examples/source_image/full_body_2.png',
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| 148 |
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'examples/driven_audio/japanese.wav',
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| 149 |
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'crop',
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| 150 |
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False,
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| 151 |
+
False
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| 152 |
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],
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| 153 |
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[
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| 154 |
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'examples/source_image/full3.png',
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| 155 |
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'examples/driven_audio/deyu.wav',
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| 156 |
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'crop',
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| 157 |
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False,
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| 158 |
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True
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| 159 |
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],
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| 160 |
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[
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| 161 |
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'examples/source_image/full4.jpeg',
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| 162 |
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'examples/driven_audio/eluosi.wav',
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| 163 |
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'full',
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| 164 |
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False,
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| 165 |
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True
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| 166 |
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],
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| 167 |
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[
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| 168 |
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'examples/source_image/full4.jpeg',
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| 169 |
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'examples/driven_audio/imagine.wav',
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| 170 |
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'full',
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| 171 |
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True,
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| 172 |
+
True
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| 173 |
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],
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| 174 |
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[
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| 175 |
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'examples/source_image/full_body_1.png',
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| 176 |
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'examples/driven_audio/bus_chinese.wav',
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| 177 |
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'full',
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| 178 |
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True,
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| 179 |
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False
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| 180 |
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],
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| 181 |
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[
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| 182 |
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'examples/source_image/art_13.png',
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| 183 |
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'examples/driven_audio/fayu.wav',
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| 184 |
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'resize',
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| 185 |
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True,
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| 186 |
+
False
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| 187 |
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],
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| 188 |
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[
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| 189 |
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'examples/source_image/art_5.png',
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| 190 |
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'examples/driven_audio/chinese_news.wav',
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| 191 |
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'resize',
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| 192 |
+
False,
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| 193 |
+
False
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| 194 |
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],
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| 195 |
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[
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| 196 |
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'examples/source_image/art_5.png',
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| 197 |
+
'examples/driven_audio/RD_Radio31_000.wav',
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| 198 |
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'resize',
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| 199 |
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True,
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| 200 |
+
True
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| 201 |
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],
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| 202 |
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]
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gr.Examples(examples=examples,
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| 204 |
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inputs=[
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source_image,
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driven_audio,
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| 207 |
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preprocess_type,
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| 208 |
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is_still_mode,
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| 209 |
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enhancer],
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| 210 |
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outputs=[gen_video],
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| 211 |
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fn=sad_talker.test,
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| 212 |
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cache_examples=os.getenv('SYSTEM') == 'spaces') #
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| 213 |
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| 214 |
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return sadtalker_interface
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| 215 |
+
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| 216 |
+
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if __name__ == "__main__":
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| 218 |
+
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demo = sadtalker_demo()
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| 220 |
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demo.queue(max_size=10)
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| 221 |
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demo.launch(debug=True)
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| 222 |
+
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| 223 |
+
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